{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non-Metric Space Library (NMSLIB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "#!pip install nmslib==2.0.6\n",
    "import nmslib\n",
    "import numpy as np\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "from deepface.basemodels import Facenet\n",
    "from deepface.basemodels.DlibResNet import DlibResNet\n",
    "from deepface.commons import functions\n",
    "import os\n",
    "import random\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Clone images from this repo: https://github.com/serengil/deepface/tree/master/tests/dataset\n",
    "files = []\n",
    "for r, d, f in os.walk(\"deepface/tests/dataset/\"):\n",
    "    for file in f:\n",
    "        if ('.jpg' in file):\n",
    "            exact_path = r + file\n",
    "            files.append(exact_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = DlibResNet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_size = (150, 150)\n",
    "embedding_size = 128"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model represents  (150, 150) x3 shaped inputs to  128  dimensional vectors\n"
     ]
    }
   ],
   "source": [
    "print(\"Model represents \",target_size,\"x3 shaped inputs to \", embedding_size,\" dimensional vectors\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Finding embeddings: 100%|██████████| 61/61 [00:33<00:00,  1.82it/s]\n"
     ]
    }
   ],
   "source": [
    "embeddings = []\n",
    "for index in tqdm(range(0, len(files)), desc='Finding embeddings'):\n",
    "    img_path = files[index]\n",
    "    img = functions.preprocess_face(img_path, target_size = target_size)\n",
    "    embedding = model.predict(img)[0,:]\n",
    "    embeddings.append(embedding)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthetic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Finding embeddings: 100%|██████████| 99939/99939 [00:13<00:00, 7489.55it/s]\n"
     ]
    }
   ],
   "source": [
    "for i in tqdm(range(len(embeddings), 100000), desc='Finding embeddings'):\n",
    "    key = 'deepface/tests/dataset/synthetic_%d' % (i)\n",
    "    vector = [random.gauss(-0.35, 0.48) for z in range(embedding_size)]\n",
    "\n",
    "    embeddings.append(vector)\n",
    "    files.append(key)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert embeddings to numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = np.array(embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We have  (100000, 128)  shaped  <class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "print(\"We have \",embeddings.shape,\" shaped \",type(embeddings))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_img = functions.preprocess_face(\"target.jpg\", target_size=target_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x18a1c447550>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(target_img[0][:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_representation = model.predict(target_img)[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#(128,) to (1, 128)\n",
    "target_representation = np.expand_dims(target_representation, axis = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# NMSLIB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "metric = 'euclidean'\n",
    "\n",
    "if metric == 'euclidean':\n",
    "    index = nmslib.init(space='l2')\n",
    "elif metric == 'cosine':\n",
    "    index = nmslib.init(space='cosinesimil')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding data point batch lasts  0.08824896812438965  seconds\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "index.addDataPointBatch(embeddings)\n",
    "toc = time.time()\n",
    "print(\"Adding data point batch lasts \",toc-tic,\" seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Create index lasts  35.639408111572266  seconds\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "index_time_params = {'M': 15, 'indexThreadQty': 4, 'efConstruction': 100}\n",
    "index.createIndex(index_time_params) \n",
    "toc = time.time()\n",
    "print(\"Create index lasts \",toc-tic,\" seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find nearest neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k-NN query batch lasts  0.01203298568725586  seconds\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "neighbors, distances = index.knnQueryBatch(target_representation, k = 3, num_threads = 4)[0]\n",
    "toc = time.time()\n",
    "print(\"k-NN query batch lasts \",toc-tic,\" seconds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([54, 58,  1])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "neighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 . Target is highly correlated with  deepface/tests/dataset/img1.jpg  (Distance:  0.09903279 )\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------\n",
      "2 . Target is highly correlated with  deepface/tests/dataset/img10.jpg  (Distance:  0.10376522 )\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------\n",
      "3 . Target is highly correlated with  deepface/tests/dataset/img11.jpg  (Distance:  0.10545211 )\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--------------------------\n"
     ]
    }
   ],
   "source": [
    "for i, value in enumerate(neighbors):\n",
    "    img_path = files[i]\n",
    "    distance = distances[i]\n",
    "    print((i+1),\". Target is highly correlated with \",img_path,\" (Distance: \",distance,\")\")\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    \n",
    "    ax1 = fig.add_subplot(1,2,1)\n",
    "    plt.imshow(target_img[0][:,:,::-1])\n",
    "    plt.axis('off')\n",
    "    \n",
    "    ax1 = fig.add_subplot(1,2,2)\n",
    "    img = functions.preprocess_face(img_path)[0]\n",
    "    plt.imshow(img[:,:,::-1])\n",
    "    plt.axis('off')\n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "    print(\"--------------------------\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save and Restore index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "index.saveIndex('index.bin', save_data=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "restored_index = nmslib.init(space='l2')\n",
    "restored_index.loadIndex('index.bin')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(array([54, 58,  1]),\n",
       "  array([0.09903279, 0.10376522, 0.10545211], dtype=float32))]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "restored_index.knnQueryBatch(target_representation, k = 3, num_threads = 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Brute force"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def findEuclideanDistance(source_representation, test_representation):\n",
    "    euclidean_distance = source_representation - test_representation\n",
    "    euclidean_distance = np.sum(np.multiply(euclidean_distance, euclidean_distance))\n",
    "    euclidean_distance = np.sqrt(euclidean_distance)\n",
    "    return euclidean_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nearest one:  54\n",
      "Brute force method lasts  1.2119815349578857  seconds\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "distances = []\n",
    "for embedding in embeddings:\n",
    "    distance = findEuclideanDistance(target_representation, embedding)\n",
    "    distances.append(distance)\n",
    "\n",
    "idx = np.argmin(distances)\n",
    "print(\"Nearest one: \", idx)\n",
    "\n",
    "toc = time.time()\n",
    "print(\"Brute force method lasts \", toc-tic,\" seconds\")"
   ]
  }
 ],
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